{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "vector_autoregression.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMIAfdTmyya1xo7q9hvj9WF",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/letianzj/QuantResearch/blob/master/notebooks/vector_autoregression.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1lCOhXJnsGZw",
        "colab_type": "text"
      },
      "source": [
        "Vector Autoregression expands 1D AR model into multi-variables. It is widely used in finance and economics. In reduced form, contemporary relationship is embedded in the error term; in structural form SVAR, the structural shocks are uncorrelated, and contemporary effects are explicitly given on the left side.\n",
        "\n",
        "Below it uses VAR to investigate lead-lag relationships between prices and trading volume, including Granger causality and impulse responses. The process follows closely the [statsmodel documents here](https://www.statsmodels.org/stable/vector_ar.html?highlight=var#module-statsmodels.tsa.vector_ar.var_model)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zJPsdYpNgf2b",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%matplotlib inline\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import scipy\n",
        "from datetime import datetime, timedelta\n",
        "import statsmodels.api as sm\n",
        "from statsmodels.tsa.api import VAR\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas_datareader as pdr"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BPPnTOQDgvcx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "end_date = datetime.today()\n",
        "# start_date = end_date + timedelta(days=-5*365)\n",
        "start_date = datetime(2000, 1, 1)\n",
        "spx = pdr.DataReader(name='^GSPC', data_source='yahoo', start=start_date, end=end_date)"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "znvY9VjEg0tn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "29d9073d-0eb1-4884-8b4b-27c128a6dff2"
      },
      "source": [
        "price_chg = np.log(spx['Close']) - np.log(spx['Close'].shift(1))  # shift 1 shifts forward one day; today has yesterday's price\n",
        "volume_chg = np.log(spx['Volume']) - np.log(spx['Volume'].shift(1))  # shift 1 shifts forward one day; today has yesterday's price\n",
        "price_chg = price_chg * 100.0\n",
        "volume_chg = volume_chg * 100.0\n",
        "price_chg.dropna(inplace=True)\n",
        "volume_chg.dropna(inplace=True)\n",
        "print(price_chg.shape, volume_chg.shape)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(5155,) (5155,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sU537Ej8g2Nf",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 119
        },
        "outputId": "2806232b-a809-4440-8563-7e6fb12f1790"
      },
      "source": [
        "# Contemporaneous correlations between return and trading volume is less significant than absolute return and trading volume.\n",
        "data = pd.merge(price_chg, volume_chg, left_index=True, right_index=True)\n",
        "data.rename(columns={'Close': 'Price'}, inplace=True)\n",
        "print(data.corr())\n",
        "data = pd.merge(np.abs(price_chg), volume_chg, left_index=True, right_index=True)\n",
        "data.rename(columns={'Close': 'Price'}, inplace=True)\n",
        "print(data.corr())"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "           Price    Volume\n",
            "Price   1.000000 -0.046082\n",
            "Volume -0.046082  1.000000\n",
            "           Price    Volume\n",
            "Price   1.000000  0.114866\n",
            "Volume  0.114866  1.000000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sIh41JNw2nFN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "08d8682f-38f4-4f8b-cfdb-cc4f331b3dec"
      },
      "source": [
        "# train test split\n",
        "data_training = data.iloc[:-22]\n",
        "data_test = data.iloc[-22:]\n",
        "model = VAR(data_training)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tsa/base/tsa_model.py:219: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
            "  ' ignored when e.g. forecasting.', ValueWarning)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qN7VxZXjitU2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "6bd930a2-4702-4249-c569-e1773856b618"
      },
      "source": [
        "ms = model.select_order(45)      # 45 business days, roughly two months\n",
        "ms.summary()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<table class=\"simpletable\">\n",
              "<caption>VAR Order Selection (* highlights the minimums)</caption>\n",
              "<tr>\n",
              "   <td></td>      <th>AIC</th>         <th>BIC</th>         <th>FPE</th>        <th>HQIC</th>    \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>0</th>  <td>     5.766</td>  <td>     5.768</td>  <td>     319.1</td>  <td>     5.766</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>1</th>  <td>     5.540</td>  <td>     5.548</td>  <td>     254.7</td>  <td>     5.543</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>2</th>  <td>     5.359</td>  <td>     5.372</td>  <td>     212.5</td>  <td>     5.363</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>3</th>  <td>     5.287</td>  <td>     5.305</td>  <td>     197.8</td>  <td>     5.293</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>4</th>  <td>     5.243</td>  <td>     5.266</td>  <td>     189.1</td>  <td>     5.251</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>5</th>  <td>     5.204</td>  <td>     5.232</td>  <td>     182.0</td>  <td>     5.214</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>6</th>  <td>     5.182</td>  <td>     5.215</td>  <td>     178.0</td>  <td>     5.194</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>7</th>  <td>     5.168</td>  <td>     5.206</td>  <td>     175.5</td>  <td>     5.181</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>8</th>  <td>     5.153</td>  <td>     5.197</td>  <td>     173.0</td>  <td>     5.168</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>9</th>  <td>     5.143</td>  <td>     5.191*</td> <td>     171.2</td>  <td>     5.160</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>10</th> <td>     5.139</td>  <td>     5.193</td>  <td>     170.5</td>  <td>     5.158</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>11</th> <td>     5.136</td>  <td>     5.195</td>  <td>     170.1</td>  <td>     5.157</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>12</th> <td>     5.133</td>  <td>     5.197</td>  <td>     169.5</td>  <td>     5.156</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>13</th> <td>     5.131</td>  <td>     5.201</td>  <td>     169.2</td>  <td>     5.156</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>14</th> <td>     5.130</td>  <td>     5.205</td>  <td>     169.1</td>  <td>     5.157</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>15</th> <td>     5.130</td>  <td>     5.210</td>  <td>     169.0</td>  <td>     5.158</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>16</th> <td>     5.128</td>  <td>     5.212</td>  <td>     168.6</td>  <td>     5.157</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>17</th> <td>     5.120</td>  <td>     5.210</td>  <td>     167.4</td>  <td>     5.152</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>18</th> <td>     5.115</td>  <td>     5.210</td>  <td>     166.5</td>  <td>     5.148*</td>\n",
              "</tr>\n",
              "<tr>\n",
              "  <th>19</th> <td>     5.115</td>  <td>     5.215</td>  <td>     166.5</td>  <td>     5.150</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>20</th> <td>     5.112</td>  <td>     5.217</td>  <td>     166.0</td>  <td>     5.149</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>21</th> <td>     5.112</td>  <td>     5.223</td>  <td>     166.0</td>  <td>     5.151</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>22</th> <td>     5.112</td>  <td>     5.228</td>  <td>     166.0</td>  <td>     5.153</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>23</th> <td>     5.111</td>  <td>     5.231</td>  <td>     165.8</td>  <td>     5.153</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>24</th> <td>     5.111</td>  <td>     5.237</td>  <td>     165.9</td>  <td>     5.155</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>25</th> <td>     5.112</td>  <td>     5.243</td>  <td>     166.1</td>  <td>     5.158</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>26</th> <td>     5.113</td>  <td>     5.249</td>  <td>     166.1</td>  <td>     5.160</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>27</th> <td>     5.108</td>  <td>     5.249</td>  <td>     165.3</td>  <td>     5.157</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>28</th> <td>     5.104</td>  <td>     5.251</td>  <td>     164.7</td>  <td>     5.156</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>29</th> <td>     5.105</td>  <td>     5.256</td>  <td>     164.8</td>  <td>     5.158</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>30</th> <td>     5.106</td>  <td>     5.262</td>  <td>     164.9</td>  <td>     5.160</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>31</th> <td>     5.105</td>  <td>     5.267</td>  <td>     164.8</td>  <td>     5.162</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>32</th> <td>     5.100*</td> <td>     5.267</td>  <td>     164.0*</td> <td>     5.158</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>33</th> <td>     5.101</td>  <td>     5.273</td>  <td>     164.1</td>  <td>     5.161</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>34</th> <td>     5.101</td>  <td>     5.279</td>  <td>     164.2</td>  <td>     5.163</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>35</th> <td>     5.102</td>  <td>     5.285</td>  <td>     164.4</td>  <td>     5.166</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>36</th> <td>     5.103</td>  <td>     5.291</td>  <td>     164.6</td>  <td>     5.169</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>37</th> <td>     5.104</td>  <td>     5.297</td>  <td>     164.7</td>  <td>     5.171</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>38</th> <td>     5.103</td>  <td>     5.300</td>  <td>     164.5</td>  <td>     5.172</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>39</th> <td>     5.104</td>  <td>     5.306</td>  <td>     164.6</td>  <td>     5.175</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>40</th> <td>     5.104</td>  <td>     5.312</td>  <td>     164.7</td>  <td>     5.177</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>41</th> <td>     5.105</td>  <td>     5.318</td>  <td>     164.8</td>  <td>     5.179</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>42</th> <td>     5.105</td>  <td>     5.324</td>  <td>     164.9</td>  <td>     5.182</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>43</th> <td>     5.107</td>  <td>     5.330</td>  <td>     165.1</td>  <td>     5.185</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>44</th> <td>     5.105</td>  <td>     5.334</td>  <td>     164.9</td>  <td>     5.185</td> \n",
              "</tr>\n",
              "<tr>\n",
              "  <th>45</th> <td>     5.107</td>  <td>     5.340</td>  <td>     165.1</td>  <td>     5.188</td> \n",
              "</tr>\n",
              "</table>"
            ],
            "text/plain": [
              "<class 'statsmodels.iolib.table.SimpleTable'>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p8hCyay8i98F",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "results  = model.fit(maxlags=45, ic='aic')"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iSZr41R_jZP3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "d9a8ee10-b04c-44e1-d940-99d9ae773064"
      },
      "source": [
        "# best lag order is 32, around 6 weeks\n",
        "results.summary()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  Summary of Regression Results   \n",
              "==================================\n",
              "Model:                         VAR\n",
              "Method:                        OLS\n",
              "Date:           Wed, 01, Jul, 2020\n",
              "Time:                     00:57:56\n",
              "--------------------------------------------------------------------\n",
              "No. of Equations:         2.00000    BIC:                    5.26514\n",
              "Nobs:                     5101.00    HQIC:                   5.15687\n",
              "Log likelihood:          -27349.8    FPE:                    163.783\n",
              "AIC:                      5.09854    Det(Omega_mle):         159.687\n",
              "--------------------------------------------------------------------\n",
              "Results for equation Price\n",
              "=============================================================================\n",
              "                coefficient       std. error           t-stat            prob\n",
              "-----------------------------------------------------------------------------\n",
              "const              0.105441         0.020081            5.251           0.000\n",
              "L1.Price           0.016185         0.014407            1.123           0.261\n",
              "L1.Volume          0.002203         0.000700            3.149           0.002\n",
              "L2.Price           0.164469         0.014439           11.390           0.000\n",
              "L2.Volume          0.003115         0.000798            3.904           0.000\n",
              "L3.Price           0.074978         0.014622            5.128           0.000\n",
              "L3.Volume          0.003293         0.000854            3.854           0.000\n",
              "L4.Price           0.068836         0.014652            4.698           0.000\n",
              "L4.Volume          0.003517         0.000897            3.920           0.000\n",
              "L5.Price           0.115715         0.014677            7.884           0.000\n",
              "L5.Volume          0.002311         0.000927            2.493           0.013\n",
              "L6.Price           0.101289         0.014754            6.865           0.000\n",
              "L6.Volume          0.002945         0.000942            3.125           0.002\n",
              "L7.Price           0.075423         0.014826            5.087           0.000\n",
              "L7.Volume          0.003051         0.000958            3.186           0.001\n",
              "L8.Price           0.047279         0.014864            3.181           0.001\n",
              "L8.Volume          0.002474         0.000978            2.528           0.011\n",
              "L9.Price           0.021885         0.014881            1.471           0.141\n",
              "L9.Volume          0.003175         0.001001            3.172           0.002\n",
              "L10.Price          0.032036         0.014881            2.153           0.031\n",
              "L10.Volume         0.004670         0.001017            4.591           0.000\n",
              "L11.Price          0.052750         0.014886            3.544           0.000\n",
              "L11.Volume         0.003624         0.001027            3.527           0.000\n",
              "L12.Price          0.031437         0.014900            2.110           0.035\n",
              "L12.Volume         0.003846         0.001035            3.714           0.000\n",
              "L13.Price         -0.017191         0.014899           -1.154           0.249\n",
              "L13.Volume         0.003360         0.001042            3.224           0.001\n",
              "L14.Price         -0.041550         0.014897           -2.789           0.005\n",
              "L14.Volume         0.003349         0.001047            3.200           0.001\n",
              "L15.Price          0.001034         0.014892            0.069           0.945\n",
              "L15.Volume         0.002159         0.001047            2.062           0.039\n",
              "L16.Price          0.018441         0.014893            1.238           0.216\n",
              "L16.Volume         0.000996         0.001044            0.953           0.340\n",
              "L17.Price          0.002150         0.014895            0.144           0.885\n",
              "L17.Volume         0.002262         0.001045            2.165           0.030\n",
              "L18.Price          0.015511         0.014896            1.041           0.298\n",
              "L18.Volume         0.002533         0.001047            2.419           0.016\n",
              "L19.Price         -0.012294         0.014880           -0.826           0.409\n",
              "L19.Volume         0.002627         0.001047            2.509           0.012\n",
              "L20.Price          0.019831         0.014887            1.332           0.183\n",
              "L20.Volume         0.002011         0.001041            1.931           0.054\n",
              "L21.Price         -0.000142         0.014891           -0.010           0.992\n",
              "L21.Volume         0.001731         0.001034            1.674           0.094\n",
              "L22.Price         -0.016025         0.014873           -1.077           0.281\n",
              "L22.Volume         0.001667         0.001027            1.623           0.105\n",
              "L23.Price          0.016882         0.014871            1.135           0.256\n",
              "L23.Volume         0.000842         0.001017            0.828           0.408\n",
              "L24.Price         -0.026183         0.014869           -1.761           0.078\n",
              "L24.Volume         0.000602         0.001000            0.602           0.547\n",
              "L25.Price          0.004527         0.014864            0.305           0.761\n",
              "L25.Volume         0.000259         0.000978            0.265           0.791\n",
              "L26.Price         -0.000817         0.014835           -0.055           0.956\n",
              "L26.Volume        -0.000072         0.000957           -0.075           0.940\n",
              "L27.Price          0.052481         0.014759            3.556           0.000\n",
              "L27.Volume         0.000873         0.000938            0.931           0.352\n",
              "L28.Price          0.021928         0.014677            1.494           0.135\n",
              "L28.Volume        -0.000202         0.000916           -0.220           0.826\n",
              "L29.Price          0.024828         0.014643            1.696           0.090\n",
              "L29.Volume         0.001347         0.000884            1.523           0.128\n",
              "L30.Price         -0.014090         0.014602           -0.965           0.335\n",
              "L30.Volume         0.000995         0.000839            1.185           0.236\n",
              "L31.Price         -0.014439         0.014415           -1.002           0.316\n",
              "L31.Volume         0.000145         0.000779            0.186           0.852\n",
              "L32.Price          0.031040         0.014393            2.157           0.031\n",
              "L32.Volume        -0.000636         0.000685           -0.930           0.353\n",
              "=============================================================================\n",
              "\n",
              "Results for equation Volume\n",
              "=============================================================================\n",
              "                coefficient       std. error           t-stat            prob\n",
              "-----------------------------------------------------------------------------\n",
              "const              0.881702         0.412709            2.136           0.033\n",
              "L1.Price           1.430881         0.296089            4.833           0.000\n",
              "L1.Volume         -0.542460         0.014377          -37.730           0.000\n",
              "L2.Price           0.354344         0.296759            1.194           0.232\n",
              "L2.Volume         -0.419797         0.016400          -25.597           0.000\n",
              "L3.Price           0.195083         0.300509            0.649           0.516\n",
              "L3.Volume         -0.373102         0.017561          -21.246           0.000\n",
              "L4.Price           0.211741         0.301125            0.703           0.482\n",
              "L4.Volume         -0.328256         0.018440          -17.802           0.000\n",
              "L5.Price          -0.321395         0.301642           -1.065           0.287\n",
              "L5.Volume         -0.260069         0.019053          -13.650           0.000\n",
              "L6.Price          -0.298505         0.303220           -0.984           0.325\n",
              "L6.Volume         -0.244449         0.019367          -12.622           0.000\n",
              "L7.Price           0.240743         0.304697            0.790           0.429\n",
              "L7.Volume         -0.282642         0.019681          -14.361           0.000\n",
              "L8.Price           0.448176         0.305481            1.467           0.142\n",
              "L8.Volume         -0.301170         0.020109          -14.977           0.000\n",
              "L9.Price          -0.010716         0.305837           -0.035           0.972\n",
              "L9.Volume         -0.269698         0.020566          -13.114           0.000\n",
              "L10.Price         -0.097118         0.305836           -0.318           0.751\n",
              "L10.Volume        -0.202341         0.020906           -9.679           0.000\n",
              "L11.Price          0.348192         0.305941            1.138           0.255\n",
              "L11.Volume        -0.197188         0.021116           -9.338           0.000\n",
              "L12.Price          0.265913         0.306231            0.868           0.385\n",
              "L12.Volume        -0.211598         0.021278           -9.944           0.000\n",
              "L13.Price         -0.523665         0.306208           -1.710           0.087\n",
              "L13.Volume        -0.192957         0.021415           -9.010           0.000\n",
              "L14.Price         -0.394490         0.306156           -1.289           0.198\n",
              "L14.Volume        -0.186818         0.021509           -8.686           0.000\n",
              "L15.Price         -0.441336         0.306066           -1.442           0.149\n",
              "L15.Volume        -0.215336         0.021516          -10.008           0.000\n",
              "L16.Price          0.509471         0.306086            1.664           0.096\n",
              "L16.Volume        -0.236357         0.021465          -11.012           0.000\n",
              "L17.Price         -0.028530         0.306123           -0.093           0.926\n",
              "L17.Volume        -0.237121         0.021474          -11.042           0.000\n",
              "L18.Price          0.028049         0.306141            0.092           0.927\n",
              "L18.Volume        -0.193953         0.021516           -9.015           0.000\n",
              "L19.Price         -0.511400         0.305808           -1.672           0.094\n",
              "L19.Volume        -0.142112         0.021520           -6.604           0.000\n",
              "L20.Price         -0.763049         0.305953           -2.494           0.013\n",
              "L20.Volume        -0.144895         0.021403           -6.770           0.000\n",
              "L21.Price         -0.291811         0.306039           -0.954           0.340\n",
              "L21.Volume        -0.117707         0.021260           -5.536           0.000\n",
              "L22.Price         -0.591189         0.305672           -1.934           0.053\n",
              "L22.Volume        -0.111324         0.021108           -5.274           0.000\n",
              "L23.Price         -0.007931         0.305624           -0.026           0.979\n",
              "L23.Volume        -0.122700         0.020909           -5.868           0.000\n",
              "L24.Price         -0.740610         0.305580           -2.424           0.015\n",
              "L24.Volume        -0.088859         0.020560           -4.322           0.000\n",
              "L25.Price          0.135496         0.305478            0.444           0.657\n",
              "L25.Volume        -0.091539         0.020091           -4.556           0.000\n",
              "L26.Price          0.338568         0.304896            1.110           0.267\n",
              "L26.Volume        -0.101167         0.019659           -5.146           0.000\n",
              "L27.Price         -0.100310         0.303322           -0.331           0.741\n",
              "L27.Volume        -0.118220         0.019272           -6.134           0.000\n",
              "L28.Price         -0.265289         0.301652           -0.879           0.379\n",
              "L28.Volume        -0.102842         0.018835           -5.460           0.000\n",
              "L29.Price         -0.167703         0.300939           -0.557           0.577\n",
              "L29.Volume        -0.048449         0.018174           -2.666           0.008\n",
              "L30.Price          0.186245         0.300092            0.621           0.535\n",
              "L30.Volume        -0.042298         0.017251           -2.452           0.014\n",
              "L31.Price          0.016331         0.296249            0.055           0.956\n",
              "L31.Volume        -0.081555         0.016001           -5.097           0.000\n",
              "L32.Price          0.053302         0.295807            0.180           0.857\n",
              "L32.Volume        -0.076080         0.014072           -5.406           0.000\n",
              "=============================================================================\n",
              "\n",
              "Correlation matrix of residuals\n",
              "             Price    Volume\n",
              "Price     1.000000  0.209636\n",
              "Volume    0.209636  1.000000\n",
              "\n"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1EZlOZo83ADN",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 717
        },
        "outputId": "48f88a45-a2da-459f-f027-8d548956b49c"
      },
      "source": [
        "# volume --> price has positive shocks which dies out over time; which matches our intuition.\n",
        "# volume --> volume has negative shocks; suggests mean reversion\n",
        "irf = results.irf(45)\n",
        "irf.plot(orth=False);\n",
        "# irf.plot(impulse='Volume');"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YH9dGmll52Gw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 717
        },
        "outputId": "4c9f84f1-df1b-496f-c44d-2cae4415ad6c"
      },
      "source": [
        "irf.plot_cum_effects(orth=False);"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pr0NjsFm578n",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 476
        },
        "outputId": "736459b5-04f0-448f-d38e-1523ef93ece5"
      },
      "source": [
        "# autocorrelation with itself dominates\n",
        "fevd = results.fevd(10)\n",
        "fevd.summary()\n",
        "results.fevd(20).plot();"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "FEVD for Price\n",
            "        Price    Volume\n",
            "0    1.000000  0.000000\n",
            "1    0.998046  0.001954\n",
            "2    0.996615  0.003385\n",
            "3    0.995493  0.004507\n",
            "4    0.994449  0.005551\n",
            "5    0.994529  0.005471\n",
            "6    0.993517  0.006483\n",
            "7    0.992766  0.007234\n",
            "8    0.992516  0.007484\n",
            "9    0.991393  0.008607\n",
            "\n",
            "FEVD for Volume\n",
            "        Price    Volume\n",
            "0    0.043947  0.956053\n",
            "1    0.035762  0.964238\n",
            "2    0.036874  0.963126\n",
            "3    0.036846  0.963154\n",
            "4    0.036852  0.963148\n",
            "5    0.037104  0.962896\n",
            "6    0.037118  0.962882\n",
            "7    0.037003  0.962997\n",
            "8    0.036988  0.963012\n",
            "9    0.037044  0.962956\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Mz1iULl66L2g",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 112
        },
        "outputId": "d9cb1dde-8291-4e25-e60b-2d56bc29aedf"
      },
      "source": [
        "gc = results.test_causality('Price', ['Price', 'Volume'], kind='f')\n",
        "gc.summary()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<table class=\"simpletable\">\n",
              "<caption>Granger causality F-test. H_0: %s do not Granger-cause Price. Conclusion: reject H_0 at 5% significance level.</caption>\n",
              "<tr>\n",
              "  <th>Test statistic</th> <th>Critical value</th> <th>p-value</th>     <th>df</th>     \n",
              "</tr>\n",
              "<tr>\n",
              "       <td>37.07</td>          <td>1.309</td>      <td>0.000</td>  <td>(64, 10072)</td>\n",
              "</tr>\n",
              "</table>"
            ],
            "text/plain": [
              "<class 'statsmodels.iolib.table.SimpleTable'>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0V0wtFmc6fWm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 112
        },
        "outputId": "1709af88-1769-4c27-aec7-6ae40cb632b1"
      },
      "source": [
        "# H_0 rejected; Volume has incremental explanation power.\n",
        "gc = results.test_causality('Price', ['Volume'], kind='f')\n",
        "gc.summary()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<table class=\"simpletable\">\n",
              "<caption>Granger causality F-test. H_0: Volume does not Granger-cause Price. Conclusion: reject H_0 at 5% significance level.</caption>\n",
              "<tr>\n",
              "  <th>Test statistic</th> <th>Critical value</th> <th>p-value</th>     <th>df</th>     \n",
              "</tr>\n",
              "<tr>\n",
              "       <td>1.651</td>          <td>1.445</td>      <td>0.012</td>  <td>(32, 10072)</td>\n",
              "</tr>\n",
              "</table>"
            ],
            "text/plain": [
              "<class 'statsmodels.iolib.table.SimpleTable'>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u6E6MyDk7DwQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 129
        },
        "outputId": "82d26727-a19d-4aa6-856c-268cc4f734c3"
      },
      "source": [
        "# Normality is rejected; the model needs improvements; probably GARCH.\n",
        "nt = results.test_normality()\n",
        "nt.summary()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<table class=\"simpletable\">\n",
              "<caption>normality (skew and kurtosis) test. H_0: data generated by normally-distributed process. Conclusion: reject H_0 at 5% significance level.</caption>\n",
              "<tr>\n",
              "  <th>Test statistic</th> <th>Critical value</th> <th>p-value</th> <th>df</th>\n",
              "</tr>\n",
              "<tr>\n",
              "     <td>5.535e+04</td>        <td>9.488</td>      <td>0.000</td>   <td>4</td>\n",
              "</tr>\n",
              "</table>"
            ],
            "text/plain": [
              "<class 'statsmodels.iolib.table.SimpleTable'>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iAAzz7rw7veu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "outputId": "f288c6ac-7b04-4981-9e26-419718a7b70c"
      },
      "source": [
        "# forecast\n",
        "results.plot_forecast(10);"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8vQQ3BTekFEg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "lag_order = results.k_ar\n",
        "# results.forecast(data.values[-lag_order:], 5)\n",
        "m, l, u = results.forecast_interval(data.values[-lag_order:], data_test.shape[0])"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gglWozlj71Vi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "outputId": "cbd5d616-a175-4719-ef33-44b99381046c"
      },
      "source": [
        "# Return forecast\n",
        "plt.figure(figsize=(12, 5))\n",
        "plt.plot(data_test['Price'], label='actual')\n",
        "plt.plot(pd.DataFrame(m[:, 0], index=data_test.index), label='mean')\n",
        "plt.fill_between(data_test.index, l[:, 0], u[:, 0], color='gray', alpha=0.7)\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_ZyjsTmg8IR3",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 320
        },
        "outputId": "40d27e59-428f-428e-9e96-0554fd6dba82"
      },
      "source": [
        "# volume forecast\n",
        "plt.figure(figsize=(12, 5))\n",
        "plt.plot(data_test['Volume'], label='actual')\n",
        "plt.plot(pd.DataFrame(m[:, 1], index=data_test.index), label='mean')\n",
        "plt.fill_between(data_test.index, l[:, 1], u[:, 1], color='gray', alpha=0.7)\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}